A lender's AI agent training plan follows the loan: origination, underwriting, servicing and collections, plus the risk and compliance functions that oversee them. For each stage it names who reviews the agent's held work, the certificate they need, when training must finish, and the evidence a supervisor would ask for. Underwriting reviewers carry the most weight.
What makes a lender's plan different?
Credit decisions about people are among the most scrutinised uses of automation. In the EU, creditworthiness assessment and credit scoring of natural persons are listed as high-risk under the AI Act. Many markets also require lenders to give specific reasons when credit is refused. An agent that drafts a decline must therefore be reviewed by someone who can stand behind the reason.
The loan lifecycle also spreads risk across teams that rarely train together. Origination staff see applications; underwriters see the credit file; servicing sees payment changes; collections sees customers in difficulty. Each team meets different held actions. Common errors are covered in what lenders get wrong about AI agent training, and the training order in how lenders should train staff before deploying AI agents.
How do you fill it in?
- Stage: the point in the loan lifecycle.
- Agent work and depth: what the agent prepares.
- Reviewers: the people who decide held items.
- Learning and certificate.
- Complete before: the capability or depth that waits for this training.
- Evidence: what a supervisor or auditor would sample.
- Customer outcome to watch: the result that would show training failed.
The template
| Stage | Agent work and depth | Reviewers | Learning and certificate | Complete before | Evidence | Customer outcome to watch |
|---|---|---|---|---|---|---|
| Origination | ||||||
| Underwriting | ||||||
| Servicing | ||||||
| Collections | ||||||
| Risk and compliance | ||||||
| Leadership |
A worked example
A hypothetical consumer and small business lender. Values are illustrative.
| Stage | Agent work and depth | Reviewers | Learning and certificate | Complete before | Evidence | Customer outcome to watch |
|---|---|---|---|---|---|---|
| Origination | Collects documents and bank data, depth 1; drafts application summaries, depth 2 | Loan officers (12) | Foundations, then Operator | Agent's summaries reach underwriting | Summary review sample | Applications stalled by missing documents |
| Underwriting | Affordability calculation and draft decision with reasons, depth 2 | Underwriters (8) | Foundations, then Operator | Agent's first live draft decision | Certificate number on every decision; reasons sampled | Declines without clear specific reasons |
| Servicing | Payment date changes, depth 3; payment holidays, depth 4 held | Servicing team (15) | Foundations, then Operator | Payment holidays leave depth 2 | Held payment holidays sampled | Customers moved to plans they cannot afford |
| Collections | Arrears messages, depth 2; arrangements within affordability rules, depth 3 | Collections agents (10) | Foundations, then Operator | Arrangements reach depth 3 | Vulnerability cases sampled | Vulnerable customers on standard routes |
| Risk and compliance | Challenge depth decisions; re-perform held decisions | Risk and compliance (4) | Operator; Architect for chief risk officer | First depth increase | Control tests | Any of the above |
| Leadership | Approve risk appetite for agents | Executives and board | Foundations | First live agent | Minutes | n/a |
Underwriting stays at depth 2 in this example, whatever the agent's evidence. That is a customer limit the lender chose: the agent drafts the decision and reasons, and a certified underwriter decides. The plan's job is to make sure the underwriter reads the reasons critically. A decline reason like "insufficient affordability" is not specific enough; a trained reviewer sends it back for the actual factor that decided.
The "customer outcome to watch" column connects training to results. If declines go out without specific reasons, or vulnerable customers stay on standard arrears routes, the training in that row has not worked, whatever the completion records say. Role-level plans that sit inside this one are the training plan for underwriters and, for the frontline, the training plan for customer support agents. Costs are covered in how much AI agent training costs for lenders, and the general order in training teams for AI agents.
Where the Academy fits
Pryme Intelligence Academy's Operator track certifies the reviewers at each stage through a written exam and a two-week practicum of real review decisions, signed off by a Pryme assessor. A business can make approval rights depend on a current certificate, depth by depth, so an underwriter whose certificate lapses stops approving on the day it lapses.
Questions people ask
Should loan officers and underwriters take the same training?
The same track, different practicum material. Loan officers practise on application summaries and documents; underwriters on draft decisions and reasons.
When can underwriting move beyond depth 2?
Only with certification evidence on the lender's own cases, a plan that allows it, and an explicit decision by the agent owner and risk. Many lenders keep credit decisions at depth 2 permanently.
How do we train brokers or introducers?
If they only submit applications, they need no certification. If they review anything the agent prepares, they should meet the same standard as your own staff.